Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	4198
Missing cells	8387
Missing cells (%)	9.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	721.7 KiB
Average record size in memory	176.0 B

Variable types

DateTime	1
Numeric	21

Warnings

`open` is highly correlated with `high` and 8 other fields	High correlation
`high` is highly correlated with `open` and 8 other fields	High correlation
`low` is highly correlated with `open` and 8 other fields	High correlation
`close` is highly correlated with `open` and 8 other fields	High correlation
`BB_MIDDLE` is highly correlated with `open` and 8 other fields	High correlation
`BB_UPPER` is highly correlated with `open` and 8 other fields	High correlation
`BB_LOWER` is highly correlated with `open` and 8 other fields	High correlation
`MACD` is highly correlated with `MACD_signal` and 4 other fields	High correlation
`MACD_signal` is highly correlated with `MACD` and 1 other fields	High correlation
`RSI` is highly correlated with `MACD` and 5 other fields	High correlation
`BBp` is highly correlated with `RSI` and 4 other fields	High correlation
`DMIp` is highly correlated with `RSI` and 4 other fields	High correlation
`DMIm` is highly correlated with `MACD` and 5 other fields	High correlation
`STOCH_K` is highly correlated with `RSI` and 4 other fields	High correlation
`STOCH_D` is highly correlated with `RSI` and 4 other fields	High correlation
`OBV` is highly correlated with `open` and 8 other fields	High correlation
`buy@` is highly correlated with `open` and 8 other fields	High correlation
`sell@` is highly correlated with `open` and 9 other fields	High correlation
`open` is highly correlated with `high` and 8 other fields	High correlation
`high` is highly correlated with `open` and 8 other fields	High correlation
`low` is highly correlated with `open` and 8 other fields	High correlation
`close` is highly correlated with `open` and 8 other fields	High correlation
`volume` is highly correlated with `BBWIDTH`	High correlation
`BB_MIDDLE` is highly correlated with `open` and 8 other fields	High correlation
`BB_UPPER` is highly correlated with `open` and 8 other fields	High correlation
`BB_LOWER` is highly correlated with `open` and 8 other fields	High correlation
`BBWIDTH` is highly correlated with `volume`	High correlation
`MACD` is highly correlated with `MACD_signal` and 6 other fields	High correlation
`MACD_signal` is highly correlated with `MACD` and 3 other fields	High correlation
`RSI` is highly correlated with `MACD` and 6 other fields	High correlation
`BBp` is highly correlated with `MACD` and 5 other fields	High correlation
`DMIp` is highly correlated with `MACD` and 6 other fields	High correlation
`DMIm` is highly correlated with `MACD` and 6 other fields	High correlation
`STOCH_K` is highly correlated with `RSI` and 4 other fields	High correlation
`STOCH_D` is highly correlated with `MACD` and 5 other fields	High correlation
`OBV` is highly correlated with `open` and 8 other fields	High correlation
`buy@` is highly correlated with `open` and 7 other fields	High correlation
`sell@` is highly correlated with `open` and 8 other fields	High correlation
`open` is highly correlated with `high` and 8 other fields	High correlation
`high` is highly correlated with `open` and 8 other fields	High correlation
`low` is highly correlated with `open` and 8 other fields	High correlation
`close` is highly correlated with `open` and 8 other fields	High correlation
`BB_MIDDLE` is highly correlated with `open` and 8 other fields	High correlation
`BB_UPPER` is highly correlated with `open` and 8 other fields	High correlation
`BB_LOWER` is highly correlated with `open` and 8 other fields	High correlation
`MACD` is highly correlated with `MACD_signal` and 3 other fields	High correlation
`MACD_signal` is highly correlated with `MACD`	High correlation
`RSI` is highly correlated with `MACD` and 5 other fields	High correlation
`BBp` is highly correlated with `RSI` and 4 other fields	High correlation
`DMIp` is highly correlated with `MACD` and 2 other fields	High correlation
`DMIm` is highly correlated with `MACD` and 2 other fields	High correlation
`STOCH_K` is highly correlated with `RSI` and 2 other fields	High correlation
`STOCH_D` is highly correlated with `RSI` and 2 other fields	High correlation
`OBV` is highly correlated with `open` and 8 other fields	High correlation
`buy@` is highly correlated with `open` and 7 other fields	High correlation
`sell@` is highly correlated with `open` and 7 other fields	High correlation
`BB_UPPER` is highly correlated with `BB_MIDDLE` and 11 other fields	High correlation
`BB_MIDDLE` is highly correlated with `BB_UPPER` and 11 other fields	High correlation
`DMIp` is highly correlated with `MACD` and 6 other fields	High correlation
`open` is highly correlated with `BB_UPPER` and 11 other fields	High correlation
`MACD` is highly correlated with `BB_UPPER` and 14 other fields	High correlation
`RSI` is highly correlated with `DMIp` and 6 other fields	High correlation
`STOCH_K` is highly correlated with `DMIp` and 4 other fields	High correlation
`sell@` is highly correlated with `BB_UPPER` and 10 other fields	High correlation
`MACD_signal` is highly correlated with `BB_UPPER` and 14 other fields	High correlation
`buy@` is highly correlated with `BB_UPPER` and 9 other fields	High correlation
`ADX` is highly correlated with `MACD_signal`	High correlation
`low` is highly correlated with `BB_UPPER` and 10 other fields	High correlation
`high` is highly correlated with `BB_UPPER` and 11 other fields	High correlation
`OBV` is highly correlated with `BB_UPPER` and 11 other fields	High correlation
`BBWIDTH` is highly correlated with `BB_UPPER` and 12 other fields	High correlation
`BBp` is highly correlated with `DMIp` and 4 other fields	High correlation
`DMIm` is highly correlated with `DMIp` and 7 other fields	High correlation
`volume` is highly correlated with `BBWIDTH`	High correlation
`BB_LOWER` is highly correlated with `BB_UPPER` and 11 other fields	High correlation
`close` is highly correlated with `BB_UPPER` and 11 other fields	High correlation
`STOCH_D` is highly correlated with `DMIp` and 4 other fields	High correlation
`buy@` has 4114 (98.0%) missing values	Missing
`sell@` has 4107 (97.8%) missing values	Missing
`datetime` has unique values	Unique
`volume` has unique values	Unique
`MACD` has unique values	Unique
`MACD_signal` has unique values	Unique

Reproduction

Analysis started	2021-06-24 19:00:13.524517
Analysis finished	2021-06-24 19:00:56.315674
Duration	42.79 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

datetime
Date

UNIQUE

Distinct	4198
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	32.9 KiB

Minimum	2019-07-25 22:00:00
Maximum	2021-06-24 18:00:00

Histogram

Histogram with fixed size bins (bins=50)

open
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4188
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19359.8861

Minimum	4565.63
Maximum	64509.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	4565.63
5-th percentile	6955.2445
Q1	8843.945
median	10332.825
Q3	28998.915
95-th percentile	56846.0425
Maximum	64509.48
Range	59943.85
Interquartile range (IQR)	20154.97

Descriptive statistics

Standard deviation	16605.7069
Coefficient of variation (CV)	0.8577378408
Kurtosis	0.2634952799
Mean	19359.8861
Median Absolute Deviation (MAD)	2388.655
Skewness	1.331345957
Sum	81272801.86
Variance	275749501.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10785.23	2	< 0.1%
9152.16	2	< 0.1%
6730.01	2	< 0.1%
7297.91	2	< 0.1%
8715	2	< 0.1%
8800	2	< 0.1%
38700	2	< 0.1%
33505.15	2	< 0.1%
8134.89	2	< 0.1%
10706.56	2	< 0.1%
Other values (4178)	4178	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4565.63	1	< 0.1%
4789.99	1	< 0.1%
4800.01	1	< 0.1%
4942.5	1	< 0.1%
5028.86	1	< 0.1%
5141.48	1	< 0.1%
5144.53	1	< 0.1%
5148.73	1	< 0.1%
5159.09	1	< 0.1%
5172.48	1	< 0.1%

Value	Count	Frequency (%)
64509.48	1	< 0.1%
64288.8	1	< 0.1%
63749.19	1	< 0.1%
63575.01	1	< 0.1%
63363.29	1	< 0.1%
63331.83	1	< 0.1%
63158.74	1	< 0.1%
63056.62	1	< 0.1%
63045.03	1	< 0.1%
62997.02	1	< 0.1%

high
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3972
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19605.41464

Minimum	4950
Maximum	64854
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	4950
5-th percentile	7087.646
Q1	8935.4025
median	10414.51
Q3	29296.25
95-th percentile	57487.641
Maximum	64854
Range	59904
Interquartile range (IQR)	20360.8475

Descriptive statistics

Standard deviation	16853.62728
Coefficient of variation (CV)	0.8596414609
Kurtosis	0.2256438144
Mean	19605.41464
Median Absolute Deviation (MAD)	2416.36
Skewness	1.32206133
Sum	82303530.64
Variance	284044752.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10250	4	0.1%
9800	4	0.1%
9720	4	0.1%
7350	4	0.1%
9450	3	0.1%
10950	3	0.1%
10210	3	0.1%
9220	3	0.1%
8790	3	0.1%
9350	3	0.1%
Other values (3962)	4164	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4950	1	< 0.1%
5060	1	< 0.1%
5175	1	< 0.1%
5200	1	< 0.1%
5248	1	< 0.1%
5273.37	1	< 0.1%
5297.8	1	< 0.1%
5332.04	1	< 0.1%
5349	1	< 0.1%
5365.42	1	< 0.1%

Value	Count	Frequency (%)
64854	1	< 0.1%
64787.98	1	< 0.1%
64640.58	1	< 0.1%
63869.99	1	< 0.1%
63800	1	< 0.1%
63777.77	1	< 0.1%
63764.62	1	< 0.1%
63666	1	< 0.1%
63657.86	1	< 0.1%
63573.02	1	< 0.1%

low
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3981
Distinct (%)	94.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19085.74212

Minimum	3782.13
Maximum	63605.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	3782.13
5-th percentile	6859.9385
Q1	8762.9525
median	10265.26
Q3	28613.4275
95-th percentile	56122.508
Maximum	63605.85
Range	59823.72
Interquartile range (IQR)	19850.475

Descriptive statistics

Standard deviation	16322.50114
Coefficient of variation (CV)	0.8552196204
Kurtosis	0.3075174874
Mean	19085.74212
Median Absolute Deviation (MAD)	2398.98
Skewness	1.341837093
Sum	80121945.44
Variance	266424043.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7150	5	0.1%
11700	5	0.1%
9400	5	0.1%
7100	4	0.1%
10200	4	0.1%
10060	4	0.1%
9125	4	0.1%
9120	4	0.1%
9151	4	0.1%
9500	3	0.1%
Other values (3971)	4156	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3782.13	1	< 0.1%
4410	1	< 0.1%
4442.12	1	< 0.1%
4500	1	< 0.1%
4674	1	< 0.1%
4778	1	< 0.1%
4807	1	< 0.1%
4820	1	< 0.1%
4828	1	< 0.1%
4920	1	< 0.1%

Value	Count	Frequency (%)
63605.85	1	< 0.1%
63063.32	1	< 0.1%
63012.84	1	< 0.1%
62963.78	1	< 0.1%
62842.99	1	< 0.1%
62706.4	1	< 0.1%
62684.01	1	< 0.1%
62530	1	< 0.1%
62500	1	< 0.1%
62347.36	1	< 0.1%

close
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4187
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19365.90656

Minimum	4565.59
Maximum	64511.21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	4565.59
5-th percentile	6955.236
Q1	8843.7925
median	10333.65
Q3	29027.78
95-th percentile	56846.0525
Maximum	64511.21
Range	59945.62
Interquartile range (IQR)	20183.9875

Descriptive statistics

Standard deviation	16606.83619
Coefficient of variation (CV)	0.8575295011
Kurtosis	0.2608774412
Mean	19365.90656
Median Absolute Deviation (MAD)	2390.485
Skewness	1.330247489
Sum	81298075.74
Variance	275787008.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9491.99	2	< 0.1%
8235	2	< 0.1%
38700	2	< 0.1%
9685.69	2	< 0.1%
19160.01	2	< 0.1%
9169.57	2	< 0.1%
6730.01	2	< 0.1%
9507.01	2	< 0.1%
11837.11	2	< 0.1%
7313.8	2	< 0.1%
Other values (4177)	4178	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4565.59	1	< 0.1%
4785.67	1	< 0.1%
4800	1	< 0.1%
4939.25	1	< 0.1%
5028.97	1	< 0.1%
5140.39	1	< 0.1%
5148.73	1	< 0.1%
5151.39	1	< 0.1%
5167.26	1	< 0.1%
5172.06	1	< 0.1%

Value	Count	Frequency (%)
64511.21	1	< 0.1%
64288.8	1	< 0.1%
63749.19	1	< 0.1%
63575	1	< 0.1%
63363.29	1	< 0.1%
63331.83	1	< 0.1%
63159.98	1	< 0.1%
63056.61	1	< 0.1%
63045.02	1	< 0.1%
62997.02	1	< 0.1%

volume
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	4198
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11532.75796

Minimum	5.887034
Maximum	121040.6765
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	5.887034
5-th percentile	3437.924687
Q1	6152.083613
median	9321.788949
Q3	14081.94902
95-th percentile	26735.66992
Maximum	121040.6765
Range	121034.7894
Interquartile range (IQR)	7929.865404

Descriptive statistics

Standard deviation	8765.097502
Coefficient of variation (CV)	0.7600174679
Kurtosis	20.74224081
Mean	11532.75796
Median Absolute Deviation (MAD)	3725.049633
Skewness	3.309042296
Sum	48414517.92
Variance	76826934.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9178.622522	1	< 0.1%
14989.35895	1	< 0.1%
7354.035494	1	< 0.1%
7043.676082	1	< 0.1%
6491.895002	1	< 0.1%
18542.83176	1	< 0.1%
2988.127809	1	< 0.1%
5034.32793	1	< 0.1%
16338.47391	1	< 0.1%
9491.372333	1	< 0.1%
Other values (4188)	4188	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.887034	1	< 0.1%
1227.36864	1	< 0.1%
1617.659678	1	< 0.1%
1670.360693	1	< 0.1%
1801.004061	1	< 0.1%
1808.576158	1	< 0.1%
1855.570097	1	< 0.1%
1868.440873	1	< 0.1%
1899.983537	1	< 0.1%
1907.027906	1	< 0.1%

Value	Count	Frequency (%)
121040.6765	1	< 0.1%
118131.0809	1	< 0.1%
86060.1624	1	< 0.1%
76357.6927	1	< 0.1%
75541.20577	1	< 0.1%
74717.37041	1	< 0.1%
72865.86805	1	< 0.1%
68602.65437	1	< 0.1%
68283.64442	1	< 0.1%
65426.25284	1	< 0.1%

BB_MIDDLE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4178
Distinct (%)	> 99.9%
Missing	19
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	19355.94169

Minimum	5202.812
Maximum	62890.338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	5202.812
5-th percentile	6974.3697
Q1	8864.9925
median	10320.4235
Q3	28476.7725
95-th percentile	56833.8387
Maximum	62890.338
Range	57687.526
Interquartile range (IQR)	19611.78

Descriptive statistics

Standard deviation	16603.27994
Coefficient of variation (CV)	0.8577872473
Kurtosis	0.2382666726
Mean	19355.94169
Median Absolute Deviation (MAD)	2317.443
Skewness	1.326678031
Sum	80888480.34
Variance	275668904.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12000.054	2	< 0.1%
11961.068	1	< 0.1%
7294.6745	1	< 0.1%
9425.403	1	< 0.1%
49519.8235	1	< 0.1%
7298.1475	1	< 0.1%
56252.7975	1	< 0.1%
6543.2575	1	< 0.1%
11644.567	1	< 0.1%
10228.6525	1	< 0.1%
Other values (4168)	4168	99.3%
(Missing)	19	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5202.812	1	< 0.1%
5204.9645	1	< 0.1%
5205.053	1	< 0.1%
5206.24	1	< 0.1%
5206.9655	1	< 0.1%
5207.609	1	< 0.1%
5207.704	1	< 0.1%
5207.767	1	< 0.1%
5207.886	1	< 0.1%
5208.132	1	< 0.1%

Value	Count	Frequency (%)
62890.338	1	< 0.1%
62865.3065	1	< 0.1%
62847.2875	1	< 0.1%
62828.899	1	< 0.1%
62769.546	1	< 0.1%
62729.0475	1	< 0.1%
62697.81	1	< 0.1%
62627.171	1	< 0.1%
62624.8095	1	< 0.1%
62481.6955	1	< 0.1%

BB_UPPER
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4178
Distinct (%)	> 99.9%
Missing	19
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	20437.86116

Minimum	5642.335666
Maximum	66299.1837
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	5642.335666
5-th percentile	7298.924833
Q1	9234.115724
median	10710.56993
Q3	30022.9603
95-th percentile	59591.25033
Maximum	66299.1837
Range	60656.84804
Interquartile range (IQR)	20788.84457

Descriptive statistics

Standard deviation	17711.81793
Coefficient of variation (CV)	0.8666179787
Kurtosis	0.1227205607
Mean	20437.86116
Median Absolute Deviation (MAD)	2381.244578
Skewness	1.298605276
Sum	85409821.78
Variance	313708494.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12416.72343	2	< 0.1%
52988.53886	1	< 0.1%
13794.95197	1	< 0.1%
10406.05164	1	< 0.1%
34224.02148	1	< 0.1%
9316.618661	1	< 0.1%
57492.4283	1	< 0.1%
9691.434764	1	< 0.1%
8842.877726	1	< 0.1%
40687.25973	1	< 0.1%
Other values (4168)	4168	99.3%
(Missing)	19	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5642.335666	1	< 0.1%
5648.387325	1	< 0.1%
5650.436953	1	< 0.1%
5650.799763	1	< 0.1%
5651.030564	1	< 0.1%
5651.155952	1	< 0.1%
5651.508033	1	< 0.1%
5652.153244	1	< 0.1%
5655.565227	1	< 0.1%
5655.782828	1	< 0.1%

Value	Count	Frequency (%)
66299.1837	1	< 0.1%
66281.67559	1	< 0.1%
66239.54515	1	< 0.1%
66012.54112	1	< 0.1%
65599.66236	1	< 0.1%
65560.87474	1	< 0.1%
65302.9622	1	< 0.1%
65286.43527	1	< 0.1%
65280.09748	1	< 0.1%
65265.28792	1	< 0.1%

BB_LOWER
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4178
Distinct (%)	> 99.9%
Missing	19
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	18274.02223

Minimum	3969.848143
Maximum	61093.78436
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	3969.848143
5-th percentile	6618.80447
Q1	8558.575516
median	9983.401639
Q3	26513.11328
95-th percentile	53665.27929
Maximum	61093.78436
Range	57123.93622
Interquartile range (IQR)	17954.53776

Descriptive statistics

Standard deviation	15533.68662
Coefficient of variation (CV)	0.8500420121
Kurtosis	0.4194229224
Mean	18274.02223
Median Absolute Deviation (MAD)	2500.879014
Skewness	1.369368876
Sum	76367138.9
Variance	241295420.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11583.38457	2	< 0.1%
22363.72201	1	< 0.1%
13066.69623	1	< 0.1%
45069.02945	1	< 0.1%
9356.766677	1	< 0.1%
10186.35764	1	< 0.1%
9798.376369	1	< 0.1%
9111.153009	1	< 0.1%
44812.27926	1	< 0.1%
11271.24898	1	< 0.1%
Other values (4168)	4168	99.3%
(Missing)	19	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3969.848143	1	< 0.1%
3973.241388	1	< 0.1%
3973.362132	1	< 0.1%
4016.61226	1	< 0.1%
4037.219502	1	< 0.1%
4067.181594	1	< 0.1%
4141.336024	1	< 0.1%
4214.551649	1	< 0.1%
4225.190566	1	< 0.1%
4343.034072	1	< 0.1%

Value	Count	Frequency (%)
61093.78436	1	< 0.1%
60978.53107	1	< 0.1%
60957.33617	1	< 0.1%
60874.69564	1	< 0.1%
60759.91538	1	< 0.1%
60726.75624	1	< 0.1%
60682.61124	1	< 0.1%
60467.84516	1	< 0.1%
60464.682	1	< 0.1%
60223.20351	1	< 0.1%

BBWIDTH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	4178
Distinct (%)	> 99.9%
Missing	19
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.096465283

Minimum	0.008357727586
Maximum	0.7339990359
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0.008357727586
5-th percentile	0.0258173937
Q1	0.04783029821
median	0.07709788139
Q3	0.1235481091
95-th percentile	0.2289448283
Maximum	0.7339990359
Range	0.7256413083
Interquartile range (IQR)	0.07571781094

Descriptive statistics

Standard deviation	0.0729227728
Coefficient of variation (CV)	0.7559483633
Kurtosis	14.15074429
Mean	0.096465283
Median Absolute Deviation (MAD)	0.03402449623
Skewness	2.689945259
Sum	403.1284177
Variance	0.005317730793
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.06944459218	2	< 0.1%
0.02513068431	1	< 0.1%
0.1089422877	1	< 0.1%
0.1480917578	1	< 0.1%
0.1374472716	1	< 0.1%
0.04937915162	1	< 0.1%
0.1647898537	1	< 0.1%
0.2261193291	1	< 0.1%
0.02735629907	1	< 0.1%
0.214940505	1	< 0.1%
Other values (4168)	4168	99.3%
(Missing)	19	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.008357727586	1	< 0.1%
0.009408930584	1	< 0.1%
0.009470870439	1	< 0.1%
0.009626117147	1	< 0.1%
0.009671243113	1	< 0.1%
0.009939523422	1	< 0.1%
0.01000741279	1	< 0.1%
0.01029865422	1	< 0.1%
0.01046438149	1	< 0.1%
0.0105910432	1	< 0.1%

Value	Count	Frequency (%)
0.7339990359	1	< 0.1%
0.7334943273	1	< 0.1%
0.7316751449	1	< 0.1%
0.7246546251	1	< 0.1%
0.7173679664	1	< 0.1%
0.7123662809	1	< 0.1%
0.6959987545	1	< 0.1%
0.68757411	1	< 0.1%
0.6574889588	1	< 0.1%
0.6542465897	1	< 0.1%

MACD
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	4198
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.41073039

Minimum	-2776.354455
Maximum	2479.968227
Zeros	1
Zeros (%)	< 0.1%
Negative	1828
Negative (%)	43.5%
Memory size	32.9 KiB

Quantile statistics

Minimum	-2776.354455
5-th percentile	-868.1975938
Q1	-70.19731588
median	23.15813137
Q3	152.6225856
95-th percentile	914.4688355
Maximum	2479.968227
Range	5256.322682
Interquartile range (IQR)	222.8199015

Descriptive statistics

Standard deviation	520.4482576
Coefficient of variation (CV)	12.87896191
Kurtosis	5.536348242
Mean	40.41073039
Median Absolute Deviation (MAD)	107.4870751
Skewness	-0.3338477248
Sum	169644.2462
Variance	270866.3888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
-98.89288469	1	< 0.1%
-30.54473952	1	< 0.1%
-2583.45881	1	< 0.1%
381.0594679	1	< 0.1%
165.0511825	1	< 0.1%
81.30701313	1	< 0.1%
141.3385583	1	< 0.1%
-334.3590034	1	< 0.1%
-19.17706419	1	< 0.1%
Other values (4188)	4188	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2776.354455	1	< 0.1%
-2758.220961	1	< 0.1%
-2591.019324	1	< 0.1%
-2586.884093	1	< 0.1%
-2583.45881	1	< 0.1%
-2375.974062	1	< 0.1%
-2337.856884	1	< 0.1%
-2126.662201	1	< 0.1%
-2115.796223	1	< 0.1%
-2109.93964	1	< 0.1%

Value	Count	Frequency (%)
2479.968227	1	< 0.1%
2460.844775	1	< 0.1%
2403.16524	1	< 0.1%
2401.915634	1	< 0.1%
2355.705332	1	< 0.1%
2299.357569	1	< 0.1%
2294.479422	1	< 0.1%
2173.401051	1	< 0.1%
2170.481271	1	< 0.1%
2163.431015	1	< 0.1%

MACD_signal
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	4198
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.93399708

Minimum	-2448.656454
Maximum	2160.899011
Zeros	1
Zeros (%)	< 0.1%
Negative	1831
Negative (%)	43.6%
Memory size	32.9 KiB

Quantile statistics

Minimum	-2448.656454
5-th percentile	-765.9629984
Q1	-64.36286268
median	23.4731615
Q3	148.2575458
95-th percentile	888.0237303
Maximum	2160.899011
Range	4609.555465
Interquartile range (IQR)	212.6204085

Descriptive statistics

Standard deviation	492.2074194
Coefficient of variation (CV)	12.02441625
Kurtosis	5.49546602
Mean	40.93399708
Median Absolute Deviation (MAD)	101.0298607
Skewness	-0.362733432
Sum	171840.9197
Variance	242268.1437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
-408.5834855	1	< 0.1%
-39.69826104	1	< 0.1%
-241.4849795	1	< 0.1%
106.0394676	1	< 0.1%
77.46801372	1	< 0.1%
215.1761776	1	< 0.1%
-61.13320799	1	< 0.1%
8.51628258	1	< 0.1%
20.16788461	1	< 0.1%
Other values (4188)	4188	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2448.656454	1	< 0.1%
-2434.119976	1	< 0.1%
-2414.955865	1	< 0.1%
-2369.283909	1	< 0.1%
-2329.139591	1	< 0.1%
-2291.929184	1	< 0.1%
-2217.335875	1	< 0.1%
-2199.008415	1	< 0.1%
-2123.915013	1	< 0.1%
-2093.952301	1	< 0.1%

Value	Count	Frequency (%)
2160.899011	1	< 0.1%
2137.157199	1	< 0.1%
2127.503908	1	< 0.1%
2087.330654	1	< 0.1%
2070.453552	1	< 0.1%
2012.907159	1	< 0.1%
1987.588031	1	< 0.1%
1983.567041	1	< 0.1%
1980.19592	1	< 0.1%
1969.044324	1	< 0.1%

RSI
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4196
Distinct (%)	> 99.9%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	51.8919326

Minimum	0
Maximum	92.5906425
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	30.30826919
Q1	42.92439468
median	52.11899124
Q3	60.90790017
95-th percentile	73.0963028
Maximum	92.5906425
Range	92.5906425
Interquartile range (IQR)	17.98350549

Descriptive statistics

Standard deviation	13.12975036
Coefficient of variation (CV)	0.2530210324
Kurtosis	-0.1288599896
Mean	51.8919326
Median Absolute Deviation (MAD)	9.021529632
Skewness	-0.07641102919
Sum	217790.4411
Variance	172.3903446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63.66260407	2	< 0.1%
43.14972277	1	< 0.1%
42.75075004	1	< 0.1%
78.3649295	1	< 0.1%
43.26138883	1	< 0.1%
53.56179313	1	< 0.1%
42.94229858	1	< 0.1%
56.52638197	1	< 0.1%
29.17225647	1	< 0.1%
53.99430128	1	< 0.1%
Other values (4186)	4186	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
7.728338023	1	< 0.1%
9.307652451	1	< 0.1%
9.500422886	1	< 0.1%
10.79567433	1	< 0.1%
13.14853245	1	< 0.1%
14.03121877	1	< 0.1%
14.61619393	1	< 0.1%
14.65831148	1	< 0.1%
14.68926153	1	< 0.1%

Value	Count	Frequency (%)
92.5906425	1	< 0.1%
90.45331862	1	< 0.1%
89.32013589	1	< 0.1%
88.84402687	1	< 0.1%
88.80454431	1	< 0.1%
87.95801398	1	< 0.1%
87.71399707	1	< 0.1%
87.70435378	1	< 0.1%
86.34397312	1	< 0.1%
85.85532776	1	< 0.1%

BBp
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4179
Distinct (%)	100.0%
Missing	19
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.5347176292

Minimum	-0.5037401995
Maximum	1.504403038
Zeros	0
Zeros (%)	0.0%
Negative	227
Negative (%)	5.4%
Memory size	32.9 KiB

Quantile statistics

Minimum	-0.5037401995
5-th percentile	-0.02084474445
Q1	0.2882864449
median	0.5539983512
Q3	0.7841181674
95-th percentile	1.051935555
Maximum	1.504403038
Range	2.008143237
Interquartile range (IQR)	0.4958317224

Descriptive statistics

Standard deviation	0.3329604686
Coefficient of variation (CV)	0.6226846666
Kurtosis	-0.553070789
Mean	0.5347176292
Median Absolute Deviation (MAD)	0.2498776855
Skewness	-0.1173978681
Sum	2234.584972
Variance	0.1108626737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4946833207	1	< 0.1%
1.249659917	1	< 0.1%
0.8720670145	1	< 0.1%
0.4970395656	1	< 0.1%
0.7420969283	1	< 0.1%
0.7640150794	1	< 0.1%
0.3842096653	1	< 0.1%
0.4578499466	1	< 0.1%
0.2805292786	1	< 0.1%
0.9943228506	1	< 0.1%
Other values (4169)	4169	99.3%
(Missing)	19	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.5037401995	1	< 0.1%
-0.4814761342	1	< 0.1%
-0.4240754887	1	< 0.1%
-0.4113136388	1	< 0.1%
-0.3862489642	1	< 0.1%
-0.3842567272	1	< 0.1%
-0.3725085381	1	< 0.1%
-0.3656768764	1	< 0.1%
-0.3500834991	1	< 0.1%
-0.3415731628	1	< 0.1%

Value	Count	Frequency (%)
1.504403038	1	< 0.1%
1.479220485	1	< 0.1%
1.462415851	1	< 0.1%
1.445838728	1	< 0.1%
1.427222625	1	< 0.1%
1.398758743	1	< 0.1%
1.396142021	1	< 0.1%
1.393502005	1	< 0.1%
1.352088591	1	< 0.1%
1.349615449	1	< 0.1%

ADX
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4184
Distinct (%)	100.0%
Missing	14
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	29.4324298

Minimum	9.790051973
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	9.790051973
5-th percentile	15.39738374
Q1	20.49744475
median	26.92796345
Q3	35.82966351
95-th percentile	53.30174189
Maximum	100
Range	90.20994803
Interquartile range (IQR)	15.33221876

Descriptive statistics

Standard deviation	11.73977887
Coefficient of variation (CV)	0.3988722286
Kurtosis	1.035863635
Mean	29.4324298
Median Absolute Deviation (MAD)	7.193881178
Skewness	1.078791121
Sum	123145.2863
Variance	137.8224079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.85084626	1	< 0.1%
26.67789682	1	< 0.1%
36.35496055	1	< 0.1%
34.80939544	1	< 0.1%
19.33661608	1	< 0.1%
22.78179663	1	< 0.1%
19.36557995	1	< 0.1%
37.65521111	1	< 0.1%
22.63699689	1	< 0.1%
53.73210581	1	< 0.1%
Other values (4174)	4174	99.4%
(Missing)	14	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.790051973	1	< 0.1%
9.825105962	1	< 0.1%
9.989799702	1	< 0.1%
10.06517114	1	< 0.1%
10.1083433	1	< 0.1%
10.11773449	1	< 0.1%
10.32370288	1	< 0.1%
10.55898771	1	< 0.1%
10.63286934	1	< 0.1%
10.65319127	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
72.49836312	1	< 0.1%
71.77054675	1	< 0.1%
71.72814733	1	< 0.1%
71.06308088	1	< 0.1%
70.98674451	1	< 0.1%
70.53120681	1	< 0.1%
70.17586661	1	< 0.1%
70.03732375	1	< 0.1%
69.85010886	1	< 0.1%

DMIp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4185
Distinct (%)	100.0%
Missing	13
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	21.24197212

Minimum	0
Maximum	86.01234091
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	9.564563854
Q1	14.24704139
median	19.34602459
Q3	25.97962645
95-th percentile	39.22641997
Maximum	86.01234091
Range	86.01234091
Interquartile range (IQR)	11.73258506

Descriptive statistics

Standard deviation	9.74697043
Coefficient of variation (CV)	0.4588543087
Kurtosis	3.677851698
Mean	21.24197212
Median Absolute Deviation (MAD)	5.680710152
Skewness	1.456294144
Sum	88897.65331
Variance	95.00343257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.30570503	1	< 0.1%
9.015538896	1	< 0.1%
26.36686117	1	< 0.1%
28.2667718	1	< 0.1%
22.41627185	1	< 0.1%
25.20697722	1	< 0.1%
24.17918932	1	< 0.1%
15.47677539	1	< 0.1%
22.98617143	1	< 0.1%
22.07468754	1	< 0.1%
Other values (4175)	4175	99.5%
(Missing)	13	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
4.421029983	1	< 0.1%
4.761109213	1	< 0.1%
5.127348383	1	< 0.1%
5.198329931	1	< 0.1%
5.22144203	1	< 0.1%
5.316274616	1	< 0.1%
5.521759797	1	< 0.1%
5.598201465	1	< 0.1%
5.62319893	1	< 0.1%

Value	Count	Frequency (%)
86.01234091	1	< 0.1%
79.86860228	1	< 0.1%
76.70463788	1	< 0.1%
76.19840782	1	< 0.1%
74.16370211	1	< 0.1%
73.9502648	1	< 0.1%
73.52985489	1	< 0.1%
73.21080905	1	< 0.1%
70.7556644	1	< 0.1%
68.86629482	1	< 0.1%

DMIm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4184
Distinct (%)	> 99.9%
Missing	13
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	21.23961569

Minimum	0
Maximum	85.87260903
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0
5-th percentile	9.592997255
Q1	14.51200537
median	19.41125883
Q3	26.07077568
95-th percentile	39.14930927
Maximum	85.87260903
Range	85.87260903
Interquartile range (IQR)	11.55877031

Descriptive statistics

Standard deviation	9.624532031
Coefficient of variation (CV)	0.4531405922
Kurtosis	3.820069387
Mean	21.23961569
Median Absolute Deviation (MAD)	5.607191085
Skewness	1.403828539
Sum	88887.79166
Variance	92.63161681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2	< 0.1%
29.9209089	1	< 0.1%
17.25773981	1	< 0.1%
24.01164774	1	< 0.1%
14.84043452	1	< 0.1%
28.02910377	1	< 0.1%
42.17273036	1	< 0.1%
15.97073571	1	< 0.1%
19.92904078	1	< 0.1%
18.42462866	1	< 0.1%
Other values (4174)	4174	99.4%
(Missing)	13	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
2.547669429	1	< 0.1%
2.743644001	1	< 0.1%
2.954693539	1	< 0.1%
3.181977658	1	< 0.1%
3.42674517	1	< 0.1%
3.501496564	1	< 0.1%
3.624102557	1	< 0.1%
3.770842453	1	< 0.1%
3.902879677	1	< 0.1%

Value	Count	Frequency (%)
85.87260903	1	< 0.1%
84.08470572	1	< 0.1%
83.12359755	1	< 0.1%
79.73885124	1	< 0.1%
77.18619773	1	< 0.1%
75.79505437	1	< 0.1%
74.04321901	1	< 0.1%
71.67289789	1	< 0.1%
70.52480634	1	< 0.1%
70.38112191	1	< 0.1%

STOCH_K
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4183
Distinct (%)	> 99.9%
Missing	13
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	55.06740326

Minimum	0.4652045951
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	0.4652045951
5-th percentile	12.50631694
Q1	33.0195122
median	55.87128395
Q3	78.71779469
95-th percentile	93.71494238
Maximum	100
Range	99.5347954
Interquartile range (IQR)	45.69828249

Descriptive statistics

Standard deviation	26.41858009
Coefficient of variation (CV)	0.4797498796
Kurtosis	-1.177421492
Mean	55.06740326
Median Absolute Deviation (MAD)	22.85177176
Skewness	-0.1261490219
Sum	230457.0827
Variance	697.9413738
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	3	0.1%
88.89087977	1	< 0.1%
10.74939845	1	< 0.1%
5.164183007	1	< 0.1%
20.67088608	1	< 0.1%
34.72855464	1	< 0.1%
13.84933333	1	< 0.1%
47.2663799	1	< 0.1%
84.67329406	1	< 0.1%
13.70955621	1	< 0.1%
Other values (4173)	4173	99.4%
(Missing)	13	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.4652045951	1	< 0.1%
0.6600688468	1	< 0.1%
1.399189024	1	< 0.1%
1.690335426	1	< 0.1%
1.73466736	1	< 0.1%
1.747570365	1	< 0.1%
1.78297178	1	< 0.1%
1.880921258	1	< 0.1%
1.923830381	1	< 0.1%
2.08498984	1	< 0.1%

Value	Count	Frequency (%)
100	3	0.1%
99.98981333	1	< 0.1%
99.95897728	1	< 0.1%
99.81317823	1	< 0.1%
99.75213876	1	< 0.1%
99.73123909	1	< 0.1%
99.59682685	1	< 0.1%
99.47885306	1	< 0.1%
99.31574241	1	< 0.1%
99.2757728	1	< 0.1%

STOCH_D
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4183
Distinct (%)	100.0%
Missing	15
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	55.06784898

Minimum	4.567169694
Maximum	97.45793485
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	4.567169694
5-th percentile	16.12754564
Q1	34.12412878
median	55.76581767
Q3	77.46245276
95-th percentile	90.5975621
Maximum	97.45793485
Range	92.89076515
Interquartile range (IQR)	43.33832399

Descriptive statistics

Standard deviation	24.55945362
Coefficient of variation (CV)	0.445985345
Kurtosis	-1.245913836
Mean	55.06784898
Median Absolute Deviation (MAD)	21.67146217
Skewness	-0.1119927179
Sum	230348.8123
Variance	603.1667623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60.66665465	1	< 0.1%
27.38871131	1	< 0.1%
86.77836431	1	< 0.1%
74.55207523	1	< 0.1%
42.15086516	1	< 0.1%
89.83565412	1	< 0.1%
69.79073746	1	< 0.1%
18.0065517	1	< 0.1%
90.34238583	1	< 0.1%
49.06296786	1	< 0.1%
Other values (4173)	4173	99.4%
(Missing)	15	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.567169694	1	< 0.1%
6.120837142	1	< 0.1%
6.18251676	1	< 0.1%
6.409249346	1	< 0.1%
6.592659313	1	< 0.1%
6.61422993	1	< 0.1%
6.813227458	1	< 0.1%
6.997535494	1	< 0.1%
7.016850285	1	< 0.1%
7.070974544	1	< 0.1%

Value	Count	Frequency (%)
97.45793485	1	< 0.1%
97.36344312	1	< 0.1%
97.30942991	1	< 0.1%
96.75363413	1	< 0.1%
96.72168596	1	< 0.1%
96.5487512	1	< 0.1%
96.33535782	1	< 0.1%
96.26337285	1	< 0.1%
96.22881818	1	< 0.1%
96.02934991	1	< 0.1%

OBV
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4196
Distinct (%)	100.0%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	774370.2794

Minimum	-296003.6179
Maximum	2282056.148
Zeros	0
Zeros (%)	0.0%
Negative	1093
Negative (%)	26.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	-296003.6179
5-th percentile	-202908.7003
Q1	-7215.196762
median	617261.842
Q3	1580369.716
95-th percentile	2181168.42
Maximum	2282056.148
Range	2578059.766
Interquartile range (IQR)	1587584.912

Descriptive statistics

Standard deviation	810915.7713
Coefficient of variation (CV)	1.04719382
Kurtosis	-1.164265194
Mean	774370.2794
Median Absolute Deviation (MAD)	644983.4174
Skewness	0.4699946005
Sum	3249257692
Variance	6.575843881 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2132365.117	1	< 0.1%
799352.8795	1	< 0.1%
-259656.442	1	< 0.1%
89645.18319	1	< 0.1%
78318.59748	1	< 0.1%
1240068.252	1	< 0.1%
583136.0874	1	< 0.1%
664298.3993	1	< 0.1%
1223022.836	1	< 0.1%
-140035.1527	1	< 0.1%
Other values (4186)	4186	99.7%
(Missing)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-296003.6179	1	< 0.1%
-294106.8527	1	< 0.1%
-291013.8522	1	< 0.1%
-284328.8363	1	< 0.1%
-283940.2306	1	< 0.1%
-281897.5151	1	< 0.1%
-277296.3068	1	< 0.1%
-272343.2521	1	< 0.1%
-269152.1135	1	< 0.1%
-268188.7728	1	< 0.1%

Value	Count	Frequency (%)
2282056.148	1	< 0.1%
2278861.731	1	< 0.1%
2278611.083	1	< 0.1%
2275997.712	1	< 0.1%
2274136.393	1	< 0.1%
2270294.637	1	< 0.1%
2269310.484	1	< 0.1%
2267903.56	1	< 0.1%
2266794.671	1	< 0.1%
2266687.475	1	< 0.1%

buy@
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	84
Distinct (%)	100.0%
Missing	4114
Missing (%)	98.0%
Infinite	0
Infinite (%)	0.0%
Mean	17482.2319

Minimum	4565.59
Maximum	57051.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	4565.59
5-th percentile	6262.9745
Q1	8451.61
median	9778.6
Q3	19649.3525
95-th percentile	53149.0115
Maximum	57051.94
Range	52486.35
Interquartile range (IQR)	11197.7425

Descriptive statistics

Standard deviation	15341.33169
Coefficient of variation (CV)	0.8775385075
Kurtosis	0.7661942039
Mean	17482.2319
Median Absolute Deviation (MAD)	2196.67
Skewness	1.482897392
Sum	1468507.48
Variance	235356458.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6675.52	1	< 0.1%
54272.86	1	< 0.1%
53200.01	1	< 0.1%
7794.42	1	< 0.1%
50996.15	1	< 0.1%
10241.46	1	< 0.1%
10436.63	1	< 0.1%
4565.59	1	< 0.1%
9259.78	1	< 0.1%
7410.88	1	< 0.1%
Other values (74)	74	1.8%
(Missing)	4114	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4565.59	1	< 0.1%
4800	1	< 0.1%
5816.19	1	< 0.1%
5881.42	1	< 0.1%
6200.81	1	< 0.1%
6615.24	1	< 0.1%
6621.24	1	< 0.1%
6672.01	1	< 0.1%
6675.52	1	< 0.1%
6768.88	1	< 0.1%

Value	Count	Frequency (%)
57051.94	1	< 0.1%
55953.45	1	< 0.1%
54272.86	1	< 0.1%
53308.92	1	< 0.1%
53200.01	1	< 0.1%
52860.02	1	< 0.1%
50996.15	1	< 0.1%
49066.77	1	< 0.1%
47942.44	1	< 0.1%
47267.88	1	< 0.1%

sell@
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	91
Distinct (%)	100.0%
Missing	4107
Missing (%)	97.8%
Infinite	0
Infinite (%)	0.0%
Mean	18536.92571

Minimum	6659.99
Maximum	64511.21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	32.9 KiB

Quantile statistics

Minimum	6659.99
5-th percentile	7253.54
Q1	9299.01
median	10843
Q3	19453.15
95-th percentile	59072.315
Maximum	64511.21
Range	57851.22
Interquartile range (IQR)	10154.14

Descriptive statistics

Standard deviation	15865.43213
Coefficient of variation (CV)	0.8558825975
Kurtosis	1.54607967
Mean	18536.92571
Median Absolute Deviation (MAD)	2408.98
Skewness	1.663407566
Sum	1686860.24
Variance	251711936.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7807.99	1	< 0.1%
6659.99	1	< 0.1%
59869.79	1	< 0.1%
39876.98	1	< 0.1%
10901.9	1	< 0.1%
8276.16	1	< 0.1%
41286.67	1	< 0.1%
19358.57	1	< 0.1%
8332.47	1	< 0.1%
7258.48	1	< 0.1%
Other values (81)	81	1.9%
(Missing)	4107	97.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6659.99	1	< 0.1%
6793	1	< 0.1%
7004.42	1	< 0.1%
7112.13	1	< 0.1%
7248.6	1	< 0.1%
7258.48	1	< 0.1%
7277.83	1	< 0.1%
7381.01	1	< 0.1%
7473.05	1	< 0.1%
7546	1	< 0.1%

Value	Count	Frequency (%)
64511.21	1	< 0.1%
61356.31	1	< 0.1%
59869.79	1	< 0.1%
59533.68	1	< 0.1%
59356.76	1	< 0.1%
58787.87	1	< 0.1%
58072.62	1	< 0.1%
51666.33	1	< 0.1%
41286.67	1	< 0.1%
40685.37	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	datetime	open	high	low	close	volume	BB_MIDDLE	BB_UPPER	BB_LOWER	BBWIDTH	MACD	MACD_signal	RSI	BBp	ADX	DMIp	DMIm	STOCH_K	STOCH_D	OBV	buy@	sell@
0	2019-07-25 22:00:00	9857.21	9949.99	9798.89	9879.87	4221.586793	NaN	NaN	NaN	NaN	0.000000	0.000000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	2019-07-26 02:00:00	9882.15	9882.15	9637.00	9697.00	7912.265527	NaN	NaN	NaN	NaN	-4.102853	-2.279363	0.000000	NaN	NaN	NaN	NaN	NaN	NaN	-7912.265527	NaN	NaN
2	2019-07-26 06:00:00	9694.63	9789.82	9657.00	9764.36	3499.994913	NaN	NaN	NaN	NaN	-3.139019	-2.631681	28.401825	NaN	NaN	NaN	NaN	NaN	NaN	-4412.270614	NaN	NaN
3	2019-07-26 10:00:00	9764.18	9815.00	9735.89	9791.64	3511.865360	NaN	NaN	NaN	NaN	-1.638785	-2.295334	36.293302	NaN	NaN	NaN	NaN	NaN	NaN	-900.405254	NaN	NaN
4	2019-07-26 14:00:00	9791.33	9852.49	9704.00	9794.01	4517.891533	NaN	NaN	NaN	NaN	-0.694772	-1.819203	36.943544	NaN	NaN	NaN	NaN	NaN	NaN	3617.486279	NaN	NaN
5	2019-07-26 18:00:00	9794.01	9889.98	9737.16	9839.00	4431.858952	NaN	NaN	NaN	NaN	1.809566	-0.835605	47.829505	NaN	NaN	NaN	NaN	NaN	NaN	8049.345231	NaN	NaN
6	2019-07-26 22:00:00	9838.98	9860.00	9738.00	9824.00	3293.586932	NaN	NaN	NaN	NaN	2.704928	0.060409	45.037771	NaN	NaN	NaN	NaN	NaN	NaN	4755.758299	NaN	NaN
7	2019-07-27 02:00:00	9824.00	10188.66	9815.00	10103.00	10046.036243	NaN	NaN	NaN	NaN	16.530990	4.018600	74.662034	NaN	NaN	NaN	NaN	NaN	NaN	14801.794542	NaN	10103.0
8	2019-07-27 06:00:00	10103.02	10118.55	10025.16	10055.33	3131.486206	NaN	NaN	NaN	NaN	23.488670	8.516283	67.925427	NaN	NaN	NaN	NaN	NaN	NaN	11670.308336	NaN	NaN
9	2019-07-27 10:00:00	10057.32	10088.00	9440.00	9525.81	13484.420134	NaN	NaN	NaN	NaN	0.807300	6.789023	32.666624	NaN	NaN	NaN	NaN	NaN	NaN	-1814.111798	NaN	NaN

Last rows

	datetime	open	high	low	close	volume	BB_MIDDLE	BB_UPPER	BB_LOWER	BBWIDTH	MACD	MACD_signal	RSI	BBp	ADX	DMIp	DMIm	STOCH_K	STOCH_D	OBV	buy@	sell@
4188	2021-06-23 06:00:00	33969.69	34392.10	33574.11	33982.26	18440.425426	33455.0520	36267.098567	30643.005433	0.168109	-883.326824	-1132.209437	49.520761	0.593741	43.588507	17.997739	34.245224	74.546580	65.152185	1.679120e+06	NaN	NaN
4189	2021-06-23 10:00:00	33982.26	34500.00	33650.21	33911.39	18341.765169	33374.2595	36023.782226	30724.736774	0.158776	-754.343978	-1056.636346	49.099656	0.601364	42.604896	17.191220	31.799137	86.244642	77.060082	1.660779e+06	NaN	NaN
4190	2021-06-23 14:00:00	33911.40	34881.00	33400.30	33490.14	28265.873145	33266.8810	35694.983052	30838.778948	0.145977	-678.296518	-980.968380	46.564964	0.545974	41.344574	17.731636	29.527770	77.108953	79.300058	1.632513e+06	NaN	NaN
4191	2021-06-23 18:00:00	33490.14	33947.17	32870.99	32879.97	16689.643728	33217.2345	35633.740180	30800.728820	0.145497	-659.659830	-916.706670	43.094673	0.430216	40.468667	16.465091	29.968990	67.066656	76.806750	1.615823e+06	NaN	NaN
4192	2021-06-23 22:00:00	32882.50	33785.26	32749.01	33678.07	12525.748531	33180.0025	35540.604445	30819.400555	0.142291	-573.874848	-848.140306	48.500935	0.605496	39.724290	15.289013	28.423477	80.201942	74.792517	1.628349e+06	NaN	NaN
4193	2021-06-24 02:00:00	33675.07	33879.99	32339.82	32589.20	14734.386878	33034.3215	35136.861553	30931.781447	0.127294	-586.985932	-795.909431	42.560067	0.394147	39.261221	14.196941	28.335180	62.281106	69.849901	1.613615e+06	NaN	NaN
4194	2021-06-24 06:00:00	32589.20	33280.55	32286.57	32853.74	13051.055908	32897.0005	34618.086206	31175.914794	0.104635	-569.465945	-750.620734	44.343734	0.487432	38.862361	13.182873	26.570789	66.634957	69.706002	1.626666e+06	NaN	NaN
4195	2021-06-24 10:00:00	32853.74	33930.23	32820.61	33850.77	13506.337429	32857.0575	34438.276435	31275.838565	0.096248	-469.714662	-694.439520	50.573368	0.814224	37.702802	15.567150	24.672875	83.044273	70.653445	1.640172e+06	NaN	NaN
4196	2021-06-24 14:00:00	33850.78	34583.58	33756.04	33886.52	18730.794267	32900.1085	34546.191932	31254.025068	0.100066	-383.357222	-632.223060	50.786079	0.799624	35.913020	17.766560	22.910527	83.632653	77.770628	1.658903e+06	NaN	NaN
4197	2021-06-24 18:00:00	33888.81	35298.00	33751.00	34907.65	16553.963786	33019.4630	34881.652517	31157.273483	0.112793	-229.871852	-551.752819	56.539338	1.006980	33.547244	20.118319	21.274061	93.988141	86.888356	1.675457e+06	NaN	34907.65

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows